Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Obra facticia que contiene: Conferencias pronunciadas por Juan Tutau...[et al.] con motivo de la Exposición Viti-vinícola de Cariñena. -- Zaragoza : [s.n.], 1892 (Est. tip. de E. Casañal y Cª) -- Consideraciones generales de economía agrícola / Juan Tutau. -- 15 p. -- Cultivo de la vid en la provincia de Zaragoza / Julián Rivera. -- 20-35 p. -- Conocimientos químicos aplicados á la Agricultura / Ramón Bosqued. -- 40-57 p. -- Relaciones de la Entomología con la Viticultura / Ricardo Gorriz. -- 62-93. -- Enyesado de los vinos / Hilarión Gimeno. -- 98-112 p. -- La Asociación se impone / Manuel Gayán y Angulo. -- 116-129 p. -- Pasado, presente y porvenir de la Viticultura española / Francisco X. Tobella. -- 134-140 p. -- El Alcoholismo y sus efectos / Angel López Santa María y López de Lerena. -- 144-176 p. -- Algo de Agricultura / por Antonio de Magriñá y de Suñer. -- Tarragona : [s.n.], 1890 (Tip. de la Viuda Y Herederos de José A. Nel-lo). -- VII, 9-250 p. -- Almanaque agenda del labrador castellano compuesto compuesto por encargo del Centro de Labradores de Valladolid / G. de B. -- Valladolid : [s.n., 1898]. -- 149, [7] p. -- Proyecto de estatutos de una Sociedad colonizadora en los despoblados de España. -- Madrid : Imp. De Manuel Minuesa de los Ríos, 1881. -- 95 p., [3] p. pleg.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.022 |
| Meta-epidemiology (narrow) | 0.003 | 0.003 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.005 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.068 | 0.114 |
| Research integrity | 0.006 | 0.008 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it